#deep RL
5654 related articles
·4 min
Kimi K2/K3 Technical Speculation: Deep Dive into RL Hyperparameters and Multi-Teacher Distillation
Deep analysis of RL hyperparameter tuning challenges and 9-policy multi-teacher distillation in Kimi K2/K3 training, exploring the shift from scale to training craft.
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Why Switzerland Resists Air Conditioni…
·2 min
Why Switzerland Resists Air Conditioning: The Deep Tensions Between Climate, Energy, and Social Values
Why does Switzerland — a wealthy, developed nation — resist widespread air conditioning? This article explores the interplay of climate change, energy policy, architectural heritage, and social values behind Switzerland's cautious stance on cooling.
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A 15TB Minecraft World: Deep Dive into…
·2 min
A 15TB Minecraft World: Deep Dive into Procedural Generation and Storage Limits
How was a 15TB Minecraft save created? A deep dive into procedural terrain generation, Anvil chunk storage, automated exploration, and what this extreme experiment reveals about game engines.
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·2 min
One ID Card Away from Hacking the FIFA World Cup: A Deep Dive into the Security Vulnerability
A security researcher found a critical auth flaw in FIFA World Cup systems using just one ID. Deep dive into attack surfaces, least privilege, and responsible disclosure.
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·2 min
JEPA World Model Deep Dive: Promise and Controversy
JEPA is LeCun's world model architecture that predicts in abstract embedding space rather than pixels. This article analyzes JEPA's core ideas, differences from generative world models, and key controversies including representation collapse, decodability, and lack of empirical results.
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Training an RL Agent That Can Do RL: A…
·2 min
Training an RL Agent That Can Do RL: A Deep Dive into Meta-Reinforcement Learning Self-Improvement
An independent developer ran a meta-RL experiment at near-zero cost — training an agent to autonomously perform RL training. Explore the technical depth, cost model, and industry implications.
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·2 min
Deep Dive into MCP: How Large Language Models Connect to the Outside World
MCP (Model Context Protocol) is the standardized protocol connecting AI models to external tools and data — the 'USB-C port' of the AI era. Learn its origins and value.
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·4 min
OpenAI Plugins Deep Dive: The Plugin System That Connects ChatGPT to the Real World
A deep dive into OpenAI Plugins: how the system works, its technical architecture, and why it matters. Learn how ChatGPT uses plugins to access real-time data, take real-world actions, and lay the groundwork for AI Agents and Tool Use.
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·3 min
DeepSeek-V4 Flash RL Training Successfully Ported to AMD MI355X GPU: A Complete Breakdown
The Miles team and AMD announce the full port of DeepSeek-V4 Flash RL training to AMD Instinct MI355X GPUs on ROCm, boosting AIME pass@1 from 0.39 to 0.49—a milestone for compute ecosystem diversity.
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·4 min
LingBot-World 2.0 Meets SGLang: A Deep Dive into the Evolution of Real-Time Interactive World Models
SGLang-Diffusion now officially supports LingBot-World 2.0, delivering leaps in resolution and temporal consistency. With live sessions, chunked streaming, and camera control, world models achieve low-latency controllable interaction.
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·3 min
Espionage Infiltration of the European Parliament: A Deep Warning for Government Cybersecurity
The European Parliament faces state-sponsored espionage via spear-phishing, supply chain attacks, and long-term persistence. This analysis explores why legislatures are prime targets and key defenses like Zero Trust and EDR.
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·4 min
Reinforcement Learning for AI Agents: A Deep Dive into RLHF and Agentic RL
A deep dive into RL for AI agents: from RLHF to Agentic RL, covering PPO vs. GRPO, sparse rewards, tool-calling optimization, and verifiable rewards.
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·6 min
Agent Skills Deep Dive: Concepts, Structure, and Real-World Examples
A comprehensive guide to Agent Skills: what Skills are, how they differ from Prompts, and how to design SKILL.md files. Learn modular AI Agent development through a real restaurant branding example.
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·4 min
DeepSeek + EPLAN Real-World Test: A Complete Guide to AI-Powered Automatic Electrical Schematic Generation
Real-world test of DeepSeek LLM integrated with EPLAN for automated electrical design: component selection, numbering, wire labeling, terminal assignment, and PLC addressing across multiple circuit types.
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·2 min
One BaseURL to Access All AI Models: A Deep Dive into API Aggregation
Deep dive into how API aggregation platforms use a single BaseURL to access Claude, OpenAI, Gemini and all major AI models, covering intelligent routing, fault tolerance, team collaboration, and cost management.
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·2 min
Rebuilding a Complete GUI App with DeepSeek for Just $2.50: A Real-World AI Programming Cost Breakdown
A Bilibili creator used DeepSeek V4 Pro via Cursor to rebuild a complete IndexTTS GUI app for just 18.63 RMB (~$2.50). Full breakdown of the AI coding workflow, features, and cost comparison.
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Product Reviews·3 min
Deep Dive into Coze Agent World: When AI Gets Identity and Social Freedom
Deep analysis of Coze's Agent World update, covering AI identity systems, Agent social networks, Skill markets, and the paradigm shift from tools to digital companions.
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Tech Frontiers·3 min
GPT 5.5 Instant Deep Dive: How It Tackles AI Hallucinations for Trustworthy Real-World Deployment
Deep dive into GPT 5.5 Instant's core breakthrough: dramatically reducing AI hallucination rates while achieving low latency and high accuracy. Explore real-world applications in legal, medical, and financial sectors.
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Tutorials·3 min
DeepSeek V4 Flash MTP Speculative Decoding Real-World Test: A Guide to 20% Faster Local Inference
Real-world testing of DeepSeek V4 Flash with MTP speculative decoding: ~20% speedup for code generation, minimal gains for text. Covers memory overhead, accuracy differences, Q4 vs Q3 quantization, and full deployment tutorial.
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Product Reviews·2 min
Codex vs Claude Code with DeepSeek: Real-World Test Results — 5.7x Speed Gap, Stability Score 40 vs 100
Real-world benchmark comparing Codex and Claude Code with DeepSeek: 30 tests show Claude Code is 5.7x faster with a perfect 100 stability score vs Codex's 40.
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